{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img align=\"center\" src=\"./images/occiput_logo3.png\" width=\"400\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DE RENZO PHANTOM acquired on Siemens Biograph mMR \n",
    "Load listmode data of DeRenzo physical phantom acquired on Siemens Biograph mMR and reconstruct using OSEM. Compare the reconstruction with the reconstruction obtained with the Siemens E7 Tools using the same parameters of the OSEM algorithm. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import occiput\n",
    "from occiput.Reconstruction.PET.PET_scanners import Biograph_mMR\n",
    "from occiput.DataSources.FileSources import import_interfile_volume"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pet = occiput.Reconstruction.PET.PET_Static_Scan()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pet.set_scanner(Biograph_mMR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pet.use_compression(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LOAD MEASUREMENT DATA - 10 MINS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "datapath = '../../data/PET_data/scans/2015_05_20_deRenzo/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "listmode = 0\n",
    "if (listmode == 1):\n",
    "    pet.import_listmode(datapath+'listmode_and_sensitivity/PET_ACQ_1014_20150520090638-0.l.hdr')\n",
    "    pet.export_prompts(datapath+'prompts.h5')\n",
    "    pet.export_randoms(datapath+'randoms.h5')\n",
    "else:\n",
    "    pet.import_prompts(datapath+'prompts.h5')\n",
    "    pet.import_randoms(datapath+'randoms.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pet.use_compression(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Import sensitivity\n",
    "pet.import_sensitivity(datapath+'norm/norm3d_00.h33')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2b0621dff0d0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GvV1oXmESrDrIYWcROmPoXoL+yMhACEkGbCHazWHYh+0WdJehswXjIQzGcedWO8xazEbY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NRMfuw/qn4UGP3r2TlOCEOC6BSzuY0xZg5Rqcdf08WYO1NchOQ00n1YqiG0FzD5ojaG3AYCuV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\nIYQQQhT+P17goX6FAPe9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b054832a1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=[16,6])\n",
    "subplot(1,4,1); imshow(pet.prompts.to_nd_array()[0,5,:,:].transpose(), cmap='hot')\n",
    "subplot(1,4,2); imshow(pet.prompts.to_nd_array()[0,0,:,:].transpose(), cmap='hot')\n",
    "subplot(1,4,3); imshow(pet.sensitivity.to_nd_array()[0,5,:,:].transpose(), cmap='hot')\n",
    "subplot(1,4,4); imshow(pet.sensitivity.to_nd_array()[0,0,:,:].transpose(), cmap='hot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#pet.set_activity_shape([128,128,128])\n",
    "#pet.set_activity_size([128*pet.activity_size[0]/344.0,128*pet.activity_size[1]/344.0,128*pet.activity_size[2]/127.0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ITERATIVE RECONSTRUCTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "iterations = 63\n",
    "subset_mode = \"ordered_axial\"\n",
    "subset_size = 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "13\n",
      "14\n",
      "15\n",
      "16\n",
      "17\n",
      "18\n",
      "19\n",
      "20\n",
      "21\n",
      "22\n",
      "23\n",
      "24\n",
      "25\n",
      "26\n",
      "27\n",
      "28\n",
      "29\n",
      "30\n",
      "31\n",
      "32\n",
      "33\n",
      "34\n",
      "35\n",
      "36\n",
      "37\n",
      "38\n",
      "39\n",
      "40\n",
      "41\n",
      "42\n",
      "43\n",
      "44\n",
      "45\n",
      "46\n",
      "47\n",
      "48\n",
      "49\n",
      "50\n",
      "51\n",
      "52\n",
      "53\n",
      "54\n",
      "55\n",
      "56\n",
      "57\n",
      "58\n",
      "59\n",
      "60\n",
      "61\n",
      "62\n"
     ]
    }
   ],
   "source": [
    "activity_recon = pet.osem_reconstruction(iterations=iterations, subset_mode=subset_mode, subset_size=subset_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save result to file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "activity_recon.export_image(datapath+'occiput/activity_recon.nii')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compare with reconstruction using Siemens E7 Tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from occiput.DataSources.FileSources import import_interfile_volume\n",
    "activity_recon_Siemens_no_corrections = import_interfile_volume(datapath+'recon_no_rand/recon__000_000.v.hdr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2b067dc11710>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Hg1KM3CQqFQKBQKhUKhUCgUCoVCoRAR9WNhoVAoFAqFQqFQKBQKhUKhUBiwWdGQBamOOgPrEU21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\ndO1TvtnCPx4dERHLqQR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5aGJD8Znn1DDpvfnrTAxl3maVnskWypeZXenNZbWF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\nMcYYYw78/+QXRwZwsS9/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b067db75990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=[16,9])\n",
    "subplot(1,2,1); imshow(activity_recon.data[60:272,60:272,64],vmax = 2.0, interpolation='nearest', cmap='hot')\n",
    "subplot(1,2,2); imshow(activity_recon_Siemens_no_corrections.data[60:272,60:272,64],vmax = 0.1, interpolation='nearest', cmap='hot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
